{"id":"W3025485406","doi":"10.33137/jaste.v5i1.34276","title":"Addressing the Issue of Underrepresentation of Women in Chemistry","year":2020,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Chemistry; Science education; Chemistry education; Mathematics education; Psychology; Pedagogy; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01013359,0.000322873,0.0004770497,0.002686983,0.008216459,0.003043237,0.001331954,0.001192135,0.00306527],"category_scores_gemma":[0.01271044,0.0003547928,0.0002132581,0.002049792,0.002834784,0.001715188,0.002713048,0.0009825189,0.0003675235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002780099,"about_ca_system_score_gemma":0.005494624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1248353,"about_ca_topic_score_gemma":0.358136,"domain_scores_codex":[0.9914163,0.004358187,0.0003167709,0.0008388237,0.001713168,0.001356751],"domain_scores_gemma":[0.9849341,0.005933383,0.003510074,0.0009581472,0.003103988,0.001560362],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001497094,0.0001631902,0.661956,0.0002232038,0.00003651479,0.001679449,0.2907632,0.00004069932,0.003311822,0.002822495,0.00317586,0.03567776],"study_design_scores_gemma":[0.00002002122,0.0004802206,0.5245242,0.0002316274,0.00005580192,0.0009262498,0.4453411,0.0002486775,0.002069535,0.0008609178,0.0251959,0.00004577761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988667,0.0004625481,0.0007711793,0.004438173,0.00009047114,0.00007068554,0.0001055433,0.000009662964,0.005384714],"genre_scores_gemma":[0.9951947,0.0002277369,0.0006063589,0.002070774,0.00003665599,0.00005598648,0.00002993175,0.000006667934,0.001771136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9898664,"threshold_uncertainty_score":0.2482173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03114457138052414,"score_gpt":0.3502694526497294,"score_spread":0.3191248812692052,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}